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医疗机器人运动控制:强化学习算法与实时ROS系统集成
RL可通过模拟训练,学习避免碰撞并优化路径规划。例如,使用深度确定性策略梯度(DDPG)算法,将手术工具末端位置误差作为奖励信号,实现动态避障。 康复机器人 下肢外骨骼机器人需根据患者步态实时调整支撑力。RL可通过患者肌电信号(EMG)与运动学数据 ...
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